Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 25.2 KiB |
| Average record size in memory | 257.7 B |
Variable types
| NUM | 21 |
|---|---|
| CAT | 5 |
Reproduction
| Analysis started | 2021-04-25 19:03:44.189237 |
|---|---|
| Analysis finished | 2021-04-25 19:05:43.675010 |
| Duration | 1 minute and 59.49 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Average Away SPI Score is highly correlated with Average Home SPI Score and 1 other fields | High correlation |
Average Home SPI Score is highly correlated with Average Away SPI Score and 1 other fields | High correlation |
Average Season SPI Score is highly correlated with Average Home SPI Score and 1 other fields | High correlation |
Team Name is highly correlated with Team | High correlation |
Team is highly correlated with Team Name | High correlation |
Average Fee (In) has unique values | Unique |
Average Home SPI Score has unique values | Unique |
Average Away SPI Score has unique values | Unique |
Average Season SPI Score has unique values | Unique |
Total Earned (Out) has 10 (10.0%) zeros | Zeros |
Min Fee Spent has 10 (10.0%) zeros | Zeros |
Average Spent on Goalkeeper has 55 (55.0%) zeros | Zeros |
Average Spent on Left-Back has 60 (60.0%) zeros | Zeros |
Average Spent on Right-Back has 67 (67.0%) zeros | Zeros |
Average Spent on Centre-Back has 39 (39.0%) zeros | Zeros |
Average Spent on Defensive Midfielder has 62 (62.0%) zeros | Zeros |
Average Spent on Left Winger has 55 (55.0%) zeros | Zeros |
Average Spent on Attacking Midfielder has 35 (35.0%) zeros | Zeros |
Average Spent on Right Winger has 58 (58.0%) zeros | Zeros |
Average Spent on Striker has 35 (35.0%) zeros | Zeros |
spi_diffs has 6 (6.0%) zeros | Zeros |
Year
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2018.0 |
|---|---|
| Minimum | 2016 |
| Maximum | 2020 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 2016 |
|---|---|
| 5-th percentile | 2016 |
| Q1 | 2017 |
| median | 2018 |
| Q3 | 2019 |
| 95-th percentile | 2020 |
| Maximum | 2020 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.421338109 |
|---|---|
| Coefficient of variation (CV) | 0.0007043300838 |
| Kurtosis | -1.304933726 |
| Mean | 2018 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0 |
| Sum | 201800 |
| Variance | 2.02020202 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2016 | 20 | 20.0% | |
| 2017 | 20 | 20.0% | |
| 2018 | 20 | 20.0% | |
| 2019 | 20 | 20.0% | |
| 2020 | 20 | 20.0% |
| Value | Count | Frequency (%) | |
| 2016 | 20 | 20.0% | |
| 2017 | 20 | 20.0% | |
| 2018 | 20 | 20.0% | |
| 2019 | 20 | 20.0% | |
| 2020 | 20 | 20.0% |
| Value | Count | Frequency (%) | |
| 2020 | 20 | 20.0% | |
| 2019 | 20 | 20.0% | |
| 2018 | 20 | 20.0% | |
| 2017 | 20 | 20.0% | |
| 2016 | 20 | 20.0% |
| Distinct count | 30 |
|---|---|
| Unique (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| EVE | 5 |
|---|---|
| MNC | 5 |
| CRY | 5 |
| ARS | 5 |
| WHU | 5 |
| Other values (25) |
| Value | Count | Frequency (%) | |
| EVE | 5 | 5.0% | |
| MNC | 5 | 5.0% | |
| CRY | 5 | 5.0% | |
| ARS | 5 | 5.0% | |
| WHU | 5 | 5.0% | |
| BUR | 5 | 5.0% | |
| MNU | 5 | 5.0% | |
| CHE | 5 | 5.0% | |
| LIV | 5 | 5.0% | |
| LEI | 5 | 5.0% | |
| Other values (20) | 50 | 50.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct count | 30 |
|---|---|
| Unique (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Burnley | 5 |
|---|---|
| Manchester City | 5 |
| West Ham United | 5 |
| Arsenal | 5 |
| Everton | 5 |
| Other values (25) |
| Value | Count | Frequency (%) | |
| Burnley | 5 | 5.0% | |
| Manchester City | 5 | 5.0% | |
| West Ham United | 5 | 5.0% | |
| Arsenal | 5 | 5.0% | |
| Everton | 5 | 5.0% | |
| Leicester City | 5 | 5.0% | |
| Chelsea | 5 | 5.0% | |
| Southampton | 5 | 5.0% | |
| Manchester United | 5 | 5.0% | |
| Crystal Palace | 5 | 5.0% | |
| Other values (20) | 50 | 50.0% |
Length
| Max length | 24 |
|---|---|
| Median length | 12 |
| Mean length | 12.31 |
| Min length | 6 |
Total Transfers (In)
Real number (ℝ≥0)
| Distinct count | 28 |
|---|---|
| Unique (%) | 28.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.19 |
|---|---|
| Minimum | 4 |
| Maximum | 39 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 12 |
| median | 16 |
| Q3 | 21.25 |
| 95-th percentile | 28.05 |
| Maximum | 39 |
| Range | 35 |
| Interquartile range (IQR) | 9.25 |
Descriptive statistics
| Standard deviation | 6.734045867 |
|---|---|
| Coefficient of variation (CV) | 0.3917420516 |
| Kurtosis | 0.1975909179 |
| Mean | 17.19 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.6163731049 |
| Sum | 1719 |
| Variance | 45.34737374 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 16 | 9 | 9.0% | |
| 13 | 9 | 9.0% | |
| 12 | 8 | 8.0% | |
| 11 | 7 | 7.0% | |
| 19 | 6 | 6.0% | |
| 21 | 5 | 5.0% | |
| 10 | 4 | 4.0% | |
| 9 | 4 | 4.0% | |
| 26 | 4 | 4.0% | |
| 24 | 4 | 4.0% | |
| Other values (18) | 40 | 40.0% |
| Value | Count | Frequency (%) | |
| 4 | 1 | 1.0% | |
| 5 | 1 | 1.0% | |
| 7 | 1 | 1.0% | |
| 8 | 3 | 3.0% | |
| 9 | 4 | 4.0% |
| Value | Count | Frequency (%) | |
| 39 | 1 | 1.0% | |
| 34 | 1 | 1.0% | |
| 33 | 1 | 1.0% | |
| 29 | 2 | 2.0% | |
| 28 | 1 | 1.0% |
Total Transfers (Out)
Real number (ℝ≥0)
| Distinct count | 30 |
|---|---|
| Unique (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.34 |
|---|---|
| Minimum | 3 |
| Maximum | 45 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 12.75 |
| median | 17 |
| Q3 | 21.25 |
| 95-th percentile | 29.05 |
| Maximum | 45 |
| Range | 42 |
| Interquartile range (IQR) | 8.5 |
Descriptive statistics
| Standard deviation | 6.996709183 |
|---|---|
| Coefficient of variation (CV) | 0.4035011063 |
| Kurtosis | 1.497555584 |
| Mean | 17.34 |
| Median Absolute Deviation (MAD) | 4.5 |
| Skewness | 0.7913918165 |
| Sum | 1734 |
| Variance | 48.95393939 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 13 | 9 | 9.0% | |
| 12 | 7 | 7.0% | |
| 17 | 7 | 7.0% | |
| 16 | 6 | 6.0% | |
| 20 | 6 | 6.0% | |
| 14 | 6 | 6.0% | |
| 18 | 6 | 6.0% | |
| 8 | 5 | 5.0% | |
| 26 | 4 | 4.0% | |
| 10 | 4 | 4.0% | |
| Other values (20) | 40 | 40.0% |
| Value | Count | Frequency (%) | |
| 3 | 1 | 1.0% | |
| 4 | 1 | 1.0% | |
| 6 | 1 | 1.0% | |
| 7 | 1 | 1.0% | |
| 8 | 5 | 5.0% |
| Value | Count | Frequency (%) | |
| 45 | 1 | 1.0% | |
| 34 | 1 | 1.0% | |
| 32 | 1 | 1.0% | |
| 30 | 2 | 2.0% | |
| 29 | 1 | 1.0% |
Total Spent (In)
Real number (ℝ≥0)
| Distinct count | 98 |
|---|---|
| Unique (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78310700.0 |
|---|---|
| Minimum | 0.0 |
| Maximum | 285750000.0 |
| Zeros | 1 |
| Zeros (%) | 1.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10604500 |
| Q1 | 40905000 |
| median | 66715000 |
| Q3 | 101206500 |
| 95-th percentile | 189157500 |
| Maximum | 285750000 |
| Range | 285750000 |
| Interquartile range (IQR) | 60301500 |
Descriptive statistics
| Standard deviation | 54703505.36 |
|---|---|
| Coefficient of variation (CV) | 0.6985444564 |
| Kurtosis | 1.886535937 |
| Mean | 78310700 |
| Median Absolute Deviation (MAD) | 28550000 |
| Skewness | 1.311106371 |
| Sum | 7831070000 |
| Variance | 2.992473499e+15 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 108180000 | 2 | 2.0% | |
| 75150000 | 2 | 2.0% | |
| 0 | 1 | 1.0% | |
| 178560000 | 1 | 1.0% | |
| 43200000 | 1 | 1.0% | |
| 55800000 | 1 | 1.0% | |
| 64260000 | 1 | 1.0% | |
| 133650000 | 1 | 1.0% | |
| 94820000 | 1 | 1.0% | |
| 43160000 | 1 | 1.0% | |
| Other values (88) | 88 | 88.0% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 1.0% | |
| 990000 | 1 | 1.0% | |
| 6440000 | 1 | 1.0% | |
| 6840000 | 1 | 1.0% | |
| 9360000 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 285750000 | 1 | 1.0% | |
| 234540000 | 1 | 1.0% | |
| 222480000 | 1 | 1.0% | |
| 192600000 | 1 | 1.0% | |
| 192150000 | 1 | 1.0% |
| Distinct count | 89 |
|---|---|
| Unique (%) | 89.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37196760.0 |
|---|---|
| Minimum | 0.0 |
| Maximum | 180540000.0 |
| Zeros | 10 |
| Zeros (%) | 10.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8790000 |
| median | 25897500 |
| Q3 | 52897500 |
| 95-th percentile | 98373600 |
| Maximum | 180540000 |
| Range | 180540000 |
| Interquartile range (IQR) | 44107500 |
Descriptive statistics
| Standard deviation | 37192548.86 |
|---|---|
| Coefficient of variation (CV) | 0.9998867876 |
| Kurtosis | 3.342542566 |
| Mean | 37196760 |
| Median Absolute Deviation (MAD) | 21125000 |
| Skewness | 1.635909904 |
| Sum | 3719676000 |
| Variance | 1.383285691e+15 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 10 | 10.0% | |
| 23670000 | 2 | 2.0% | |
| 2700000 | 2 | 2.0% | |
| 72990000 | 1 | 1.0% | |
| 62120000 | 1 | 1.0% | |
| 49500000 | 1 | 1.0% | |
| 72450000 | 1 | 1.0% | |
| 25785000 | 1 | 1.0% | |
| 36900000 | 1 | 1.0% | |
| 82220000 | 1 | 1.0% | |
| Other values (79) | 79 | 79.0% |
| Value | Count | Frequency (%) | |
| 0 | 10 | 10.0% | |
| 248000 | 1 | 1.0% | |
| 315000 | 1 | 1.0% | |
| 1080000 | 1 | 1.0% | |
| 1850000 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 180540000 | 1 | 1.0% | |
| 175050000 | 1 | 1.0% | |
| 140760000 | 1 | 1.0% | |
| 140580000 | 1 | 1.0% | |
| 113832000 | 1 | 1.0% |
| Distinct count | 100 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4834573.905044597 |
|---|---|
| Minimum | 0.0 |
| Maximum | 18500000.0 |
| Zeros | 1 |
| Zeros (%) | 1.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 842700 |
| Q1 | 2289671.053 |
| median | 3960480.769 |
| Q3 | 6547147.335 |
| 95-th percentile | 11492862.18 |
| Maximum | 18500000 |
| Range | 18500000 |
| Interquartile range (IQR) | 4257476.283 |
Descriptive statistics
| Standard deviation | 3445288.713 |
|---|---|
| Coefficient of variation (CV) | 0.7126354422 |
| Kurtosis | 2.287029161 |
| Mean | 4834573.905 |
| Median Absolute Deviation (MAD) | 1764877.321 |
| Skewness | 1.364190244 |
| Sum | 483457390.5 |
| Variance | 1.187001431e+13 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 1 | 1.0% | |
| 7462000 | 1 | 1.0% | |
| 2560952.381 | 1 | 1.0% | |
| 2220000 | 1 | 1.0% | |
| 5138571.429 | 1 | 1.0% | |
| 3100909.091 | 1 | 1.0% | |
| 1815882.353 | 1 | 1.0% | |
| 2171206.897 | 1 | 1.0% | |
| 5167500 | 1 | 1.0% | |
| 780000 | 1 | 1.0% | |
| Other values (90) | 90 | 90.0% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 1.0% | |
| 198000 | 1 | 1.0% | |
| 306666.6667 | 1 | 1.0% | |
| 621818.1818 | 1 | 1.0% | |
| 780000 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 18500000 | 1 | 1.0% | |
| 14815384.62 | 1 | 1.0% | |
| 13735384.62 | 1 | 1.0% | |
| 13665000 | 1 | 1.0% | |
| 12038076.92 | 1 | 1.0% |
Max Fee Spent
Real number (ℝ≥0)
| Distinct count | 77 |
|---|---|
| Unique (%) | 77.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29341100.0 |
|---|---|
| Minimum | 0.0 |
| Maximum | 94500000.0 |
| Zeros | 1 |
| Zeros (%) | 1.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8932500 |
| Q1 | 15300000 |
| median | 22950000 |
| Q3 | 37710000 |
| 95-th percentile | 72000000 |
| Maximum | 94500000 |
| Range | 94500000 |
| Interquartile range (IQR) | 22410000 |
Descriptive statistics
| Standard deviation | 19676077.76 |
|---|---|
| Coefficient of variation (CV) | 0.6705978223 |
| Kurtosis | 0.854498469 |
| Mean | 29341100 |
| Median Absolute Deviation (MAD) | 9315000 |
| Skewness | 1.163879025 |
| Sum | 2934110000 |
| Variance | 3.871480362e+14 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 27000000 | 4 | 4.0% | |
| 16200000 | 3 | 3.0% | |
| 72000000 | 3 | 3.0% | |
| 22500000 | 3 | 3.0% | |
| 40500000 | 3 | 3.0% | |
| 36000000 | 2 | 2.0% | |
| 15300000 | 2 | 2.0% | |
| 35100000 | 2 | 2.0% | |
| 45000000 | 2 | 2.0% | |
| 13680000 | 2 | 2.0% | |
| Other values (67) | 74 | 74.0% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 1.0% | |
| 990000 | 1 | 1.0% | |
| 2970000 | 1 | 1.0% | |
| 3740000 | 1 | 1.0% | |
| 7650000 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 94500000 | 1 | 1.0% | |
| 78300000 | 1 | 1.0% | |
| 76230000 | 1 | 1.0% | |
| 76190000 | 1 | 1.0% | |
| 72000000 | 3 | 3.0% |
| Distinct count | 82 |
|---|---|
| Unique (%) | 82.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22006930.0 |
|---|---|
| Minimum | 0.0 |
| Maximum | 130500000.0 |
| Zeros | 10 |
| Zeros (%) | 10.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5197500 |
| median | 14670000 |
| Q3 | 30195000 |
| 95-th percentile | 67079500 |
| Maximum | 130500000 |
| Range | 130500000 |
| Interquartile range (IQR) | 24997500 |
Descriptive statistics
| Standard deviation | 23232908.14 |
|---|---|
| Coefficient of variation (CV) | 1.055708731 |
| Kurtosis | 5.285627849 |
| Mean | 22006930 |
| Median Absolute Deviation (MAD) | 11070000 |
| Skewness | 1.991061497 |
| Sum | 2200693000 |
| Variance | 5.397680205e+14 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 10 | 10.0% | |
| 12150000 | 4 | 4.0% | |
| 4050000 | 2 | 2.0% | |
| 5850000 | 2 | 2.0% | |
| 10800000 | 2 | 2.0% | |
| 18000000 | 2 | 2.0% | |
| 2700000 | 2 | 2.0% | |
| 20070000 | 2 | 2.0% | |
| 50040000 | 1 | 1.0% | |
| 10080000 | 1 | 1.0% | |
| Other values (72) | 72 | 72.0% |
| Value | Count | Frequency (%) | |
| 0 | 10 | 10.0% | |
| 248000 | 1 | 1.0% | |
| 315000 | 1 | 1.0% | |
| 1080000 | 1 | 1.0% | |
| 1580000 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 130500000 | 1 | 1.0% | |
| 103500000 | 1 | 1.0% | |
| 78300000 | 1 | 1.0% | |
| 76230000 | 1 | 1.0% | |
| 76190000 | 1 | 1.0% |
| Distinct count | 100 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.11256842105263 |
|---|---|
| Minimum | 47.46789473684209 |
| Maximum | 94.92894736842106 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 47.46789474 |
|---|---|
| 5-th percentile | 52.77263158 |
| Q1 | 60.85039474 |
| median | 69.06736842 |
| Q3 | 80.37868421 |
| 95-th percentile | 91.386 |
| Maximum | 94.92894737 |
| Range | 47.46105263 |
| Interquartile range (IQR) | 19.52828947 |
Descriptive statistics
| Standard deviation | 11.73906548 |
|---|---|
| Coefficient of variation (CV) | 0.1674316852 |
| Kurtosis | -0.8073763366 |
| Mean | 70.11256842 |
| Median Absolute Deviation (MAD) | 9.635263158 |
| Skewness | 0.2472394254 |
| Sum | 7011.256842 |
| Variance | 137.8056584 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 47.46789474 | 1 | 1.0% | |
| 62.71578947 | 1 | 1.0% | |
| 63.31842105 | 1 | 1.0% | |
| 71.01263158 | 1 | 1.0% | |
| 61.34157895 | 1 | 1.0% | |
| 86.02105263 | 1 | 1.0% | |
| 75.75578947 | 1 | 1.0% | |
| 53.98526316 | 1 | 1.0% | |
| 82.65842105 | 1 | 1.0% | |
| 80.26684211 | 1 | 1.0% | |
| Other values (90) | 90 | 90.0% |
| Value | Count | Frequency (%) | |
| 47.46789474 | 1 | 1.0% | |
| 47.56 | 1 | 1.0% | |
| 49.51 | 1 | 1.0% | |
| 51.20894737 | 1 | 1.0% | |
| 52.49263158 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 94.92894737 | 1 | 1.0% | |
| 94.16 | 1 | 1.0% | |
| 93.55 | 1 | 1.0% | |
| 92.75526316 | 1 | 1.0% | |
| 91.81 | 1 | 1.0% |
| Distinct count | 100 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.06226842105264 |
|---|---|
| Minimum | 47.195263157894736 |
| Maximum | 94.8278947368421 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 47.19526316 |
|---|---|
| 5-th percentile | 53.20663158 |
| Q1 | 60.36684211 |
| median | 68.97026316 |
| Q3 | 80.52947368 |
| 95-th percentile | 91.35431579 |
| Maximum | 94.82789474 |
| Range | 47.63263158 |
| Interquartile range (IQR) | 20.16263158 |
Descriptive statistics
| Standard deviation | 11.74336522 |
|---|---|
| Coefficient of variation (CV) | 0.1676132601 |
| Kurtosis | -0.8127470207 |
| Mean | 70.06226842 |
| Median Absolute Deviation (MAD) | 9.64 |
| Skewness | 0.2486094875 |
| Sum | 7006.226842 |
| Variance | 137.9066267 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 51.02736842 | 1 | 1.0% | |
| 70.19052632 | 1 | 1.0% | |
| 61.80842105 | 1 | 1.0% | |
| 59.87157895 | 1 | 1.0% | |
| 68.94315789 | 1 | 1.0% | |
| 69.21263158 | 1 | 1.0% | |
| 94.82789474 | 1 | 1.0% | |
| 77 | 1 | 1.0% | |
| 61.32631579 | 1 | 1.0% | |
| 67.61 | 1 | 1.0% | |
| Other values (90) | 90 | 90.0% |
| Value | Count | Frequency (%) | |
| 47.19526316 | 1 | 1.0% | |
| 47.64368421 | 1 | 1.0% | |
| 49.30105263 | 1 | 1.0% | |
| 51.02736842 | 1 | 1.0% | |
| 52.75263158 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 94.82789474 | 1 | 1.0% | |
| 94.15736842 | 1 | 1.0% | |
| 93.57947368 | 1 | 1.0% | |
| 92.73526316 | 1 | 1.0% | |
| 91.62631579 | 1 | 1.0% |
| Distinct count | 100 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.08760000000001 |
|---|---|
| Minimum | 47.32999999999999 |
| Maximum | 94.88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 47.33 |
|---|---|
| 5-th percentile | 52.9905 |
| Q1 | 60.555 |
| median | 69.02 |
| Q3 | 80.52 |
| 95-th percentile | 91.3685 |
| Maximum | 94.88 |
| Range | 47.55 |
| Interquartile range (IQR) | 19.965 |
Descriptive statistics
| Standard deviation | 11.74047391 |
|---|---|
| Coefficient of variation (CV) | 0.1675114272 |
| Kurtosis | -0.8100353211 |
| Mean | 70.0876 |
| Median Absolute Deviation (MAD) | 9.645 |
| Skewness | 0.2480566626 |
| Sum | 7008.76 |
| Variance | 137.8387275 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 82.51 | 1 | 1.0% | |
| 81.13 | 1 | 1.0% | |
| 63.64 | 1 | 1.0% | |
| 69.44 | 1 | 1.0% | |
| 69.46 | 1 | 1.0% | |
| 94.88 | 1 | 1.0% | |
| 84.76 | 1 | 1.0% | |
| 67.3 | 1 | 1.0% | |
| 52.62 | 1 | 1.0% | |
| 91.72 | 1 | 1.0% | |
| Other values (90) | 90 | 90.0% |
| Value | Count | Frequency (%) | |
| 47.33 | 1 | 1.0% | |
| 47.6 | 1 | 1.0% | |
| 49.41 | 1 | 1.0% | |
| 51.12 | 1 | 1.0% | |
| 52.62 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 94.88 | 1 | 1.0% | |
| 94.16 | 1 | 1.0% | |
| 93.56 | 1 | 1.0% | |
| 92.75 | 1 | 1.0% | |
| 91.72 | 1 | 1.0% |
Most Purchased Position
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Striker | |
|---|---|
| Attacking Midfielder | |
| Centre-Back | |
| Goalkeeper | |
| Right Winger | 7 |
| Other values (4) |
| Value | Count | Frequency (%) | |
| Striker | 38 | 38.0% | |
| Attacking Midfielder | 24 | 24.0% | |
| Centre-Back | 13 | 13.0% | |
| Goalkeeper | 10 | 10.0% | |
| Right Winger | 7 | 7.0% | |
| Right-Back | 4 | 4.0% | |
| Left Winger | 2 | 2.0% | |
| Defensive Midfielder | 1 | 1.0% | |
| Left-Back | 1 | 1.0% |
Length
| Max length | 20 |
|---|---|
| Median length | 10 |
| Mean length | 11.64 |
| Min length | 7 |
Position Max Spend
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Striker | |
|---|---|
| Attacking Midfielder | |
| Centre-Back | |
| Left Winger | |
| Right Winger | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| Striker | 24 | 24.0% | |
| Attacking Midfielder | 20 | 20.0% | |
| Centre-Back | 15 | 15.0% | |
| Left Winger | 15 | 15.0% | |
| Right Winger | 10 | 10.0% | |
| Defensive Midfielder | 9 | 9.0% | |
| Left-Back | 3 | 3.0% | |
| Goalkeeper | 2 | 2.0% | |
| Right-Back | 2 | 2.0% |
Length
| Max length | 20 |
|---|---|
| Median length | 11 |
| Mean length | 12.65 |
| Min length | 7 |
Position Min Spend
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| Striker | |
|---|---|
| Attacking Midfielder | |
| Centre-Back | |
| Right-Back | |
| Goalkeeper | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| Striker | 20 | 20.0% | |
| Attacking Midfielder | 17 | 17.0% | |
| Centre-Back | 15 | 15.0% | |
| Right-Back | 12 | 12.0% | |
| Goalkeeper | 9 | 9.0% | |
| Right Winger | 7 | 7.0% | |
| Defensive Midfielder | 7 | 7.0% | |
| Left-Back | 7 | 7.0% | |
| Left Winger | 6 | 6.0% |
Length
| Max length | 20 |
|---|---|
| Median length | 11 |
| Mean length | 12.08 |
| Min length | 7 |
| Distinct count | 39 |
|---|---|
| Unique (%) | 39.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2047346.666666667 |
|---|---|
| Minimum | 0.0 |
| Maximum | 28125000.0 |
| Zeros | 55 |
| Zeros (%) | 55.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1878750 |
| 95-th percentile | 9058500 |
| Maximum | 28125000 |
| Range | 28125000 |
| Interquartile range (IQR) | 1878750 |
Descriptive statistics
| Standard deviation | 4850143.848 |
|---|---|
| Coefficient of variation (CV) | 2.368990033 |
| Kurtosis | 16.83961792 |
| Mean | 2047346.667 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.935435531 |
| Sum | 204734666.7 |
| Variance | 2.352389535e+13 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 55 | 55.0% | |
| 1350000 | 3 | 3.0% | |
| 2070000 | 3 | 3.0% | |
| 450000 | 2 | 2.0% | |
| 1410000 | 2 | 2.0% | |
| 2700000 | 2 | 2.0% | |
| 1980000 | 1 | 1.0% | |
| 846000 | 1 | 1.0% | |
| 7200000 | 1 | 1.0% | |
| 702000 | 1 | 1.0% | |
| Other values (29) | 29 | 29.0% |
| Value | Count | Frequency (%) | |
| 0 | 55 | 55.0% | |
| 450000 | 2 | 2.0% | |
| 495000 | 1 | 1.0% | |
| 562500 | 1 | 1.0% | |
| 600000 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 28125000 | 1 | 1.0% | |
| 25650000 | 1 | 1.0% | |
| 24000000 | 1 | 1.0% | |
| 12600000 | 1 | 1.0% | |
| 10170000 | 1 | 1.0% |
| Distinct count | 37 |
|---|---|
| Unique (%) | 37.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2667165.0 |
|---|---|
| Minimum | 0.0 |
| Maximum | 25875000.0 |
| Zeros | 60 |
| Zeros (%) | 60.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3263750 |
| 95-th percentile | 13500000 |
| Maximum | 25875000 |
| Range | 25875000 |
| Interquartile range (IQR) | 3263750 |
Descriptive statistics
| Standard deviation | 5254166.212 |
|---|---|
| Coefficient of variation (CV) | 1.969944196 |
| Kurtosis | 7.393240697 |
| Mean | 2667165 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.630368245 |
| Sum | 266716500 |
| Variance | 2.760626258e+13 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 60 | 60.0% | |
| 13500000 | 3 | 3.0% | |
| 1800000 | 2 | 2.0% | |
| 900000 | 2 | 2.0% | |
| 6000000 | 1 | 1.0% | |
| 2070000 | 1 | 1.0% | |
| 10350000 | 1 | 1.0% | |
| 3600000 | 1 | 1.0% | |
| 1620000 | 1 | 1.0% | |
| 25875000 | 1 | 1.0% | |
| Other values (27) | 27 | 27.0% |
| Value | Count | Frequency (%) | |
| 0 | 60 | 60.0% | |
| 36000 | 1 | 1.0% | |
| 180000 | 1 | 1.0% | |
| 243000 | 1 | 1.0% | |
| 346666.6667 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 25875000 | 1 | 1.0% | |
| 24300000 | 1 | 1.0% | |
| 22590000 | 1 | 1.0% | |
| 13950000 | 1 | 1.0% | |
| 13500000 | 3 | 3.0% |
| Distinct count | 32 |
|---|---|
| Unique (%) | 32.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2684196.666666667 |
|---|---|
| Minimum | 0.0 |
| Maximum | 49500000.0 |
| Zeros | 67 |
| Zeros (%) | 67.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1387500 |
| 95-th percentile | 18004500 |
| Maximum | 49500000 |
| Range | 49500000 |
| Interquartile range (IQR) | 1387500 |
Descriptive statistics
| Standard deviation | 7330426.111 |
|---|---|
| Coefficient of variation (CV) | 2.730957162 |
| Kurtosis | 20.57592876 |
| Mean | 2684196.667 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.223694891 |
| Sum | 268419666.7 |
| Variance | 5.373514697e+13 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 67 | 67.0% | |
| 1500000 | 2 | 2.0% | |
| 4500000 | 2 | 2.0% | |
| 19800000 | 1 | 1.0% | |
| 24810000 | 1 | 1.0% | |
| 49500000 | 1 | 1.0% | |
| 2700000 | 1 | 1.0% | |
| 11250000 | 1 | 1.0% | |
| 6300000 | 1 | 1.0% | |
| 7560000 | 1 | 1.0% | |
| Other values (22) | 22 | 22.0% |
| Value | Count | Frequency (%) | |
| 0 | 67 | 67.0% | |
| 346666.6667 | 1 | 1.0% | |
| 378000 | 1 | 1.0% | |
| 450000 | 1 | 1.0% | |
| 900000 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 49500000 | 1 | 1.0% | |
| 34650000 | 1 | 1.0% | |
| 24810000 | 1 | 1.0% | |
| 21600000 | 1 | 1.0% | |
| 19800000 | 1 | 1.0% |
| Distinct count | 57 |
|---|---|
| Unique (%) | 57.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4762695.0 |
|---|---|
| Minimum | 0.0 |
| Maximum | 76190000.0 |
| Zeros | 39 |
| Zeros (%) | 39.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1080000 |
| Q3 | 6328125 |
| 95-th percentile | 15812250 |
| Maximum | 76190000 |
| Range | 76190000 |
| Interquartile range (IQR) | 6328125 |
Descriptive statistics
| Standard deviation | 9452952.667 |
|---|---|
| Coefficient of variation (CV) | 1.984790684 |
| Kurtosis | 33.99422533 |
| Mean | 4762695 |
| Median Absolute Deviation (MAD) | 1080000 |
| Skewness | 5.039544821 |
| Sum | 476269500 |
| Variance | 8.935831413e+13 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 39 | 39.0% | |
| 9900000 | 3 | 3.0% | |
| 1800000 | 2 | 2.0% | |
| 15750000 | 2 | 2.0% | |
| 6300000 | 2 | 2.0% | |
| 1950000 | 1 | 1.0% | |
| 16995000 | 1 | 1.0% | |
| 2700000 | 1 | 1.0% | |
| 6412500 | 1 | 1.0% | |
| 6868000 | 1 | 1.0% | |
| Other values (47) | 47 | 47.0% |
| Value | Count | Frequency (%) | |
| 0 | 39 | 39.0% | |
| 88666.66667 | 1 | 1.0% | |
| 257000 | 1 | 1.0% | |
| 337500 | 1 | 1.0% | |
| 382500 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 76190000 | 1 | 1.0% | |
| 39150000 | 1 | 1.0% | |
| 18000000 | 1 | 1.0% | |
| 17100000 | 1 | 1.0% | |
| 16995000 | 1 | 1.0% |
| Distinct count | 37 |
|---|---|
| Unique (%) | 37.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5084416.666666667 |
|---|---|
| Minimum | 0.0 |
| Maximum | 51300000.0 |
| Zeros | 62 |
| Zeros (%) | 62.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4852500 |
| 95-th percentile | 27450000 |
| Maximum | 51300000 |
| Range | 51300000 |
| Interquartile range (IQR) | 4852500 |
Descriptive statistics
| Standard deviation | 10365851.53 |
|---|---|
| Coefficient of variation (CV) | 2.038749419 |
| Kurtosis | 6.93458207 |
| Mean | 5084416.667 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.641663037 |
| Sum | 508441666.7 |
| Variance | 1.074508778e+14 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 62 | 62.0% | |
| 2610000 | 2 | 2.0% | |
| 40500000 | 2 | 2.0% | |
| 22500000 | 1 | 1.0% | |
| 4050000 | 1 | 1.0% | |
| 8190000 | 1 | 1.0% | |
| 25200000 | 1 | 1.0% | |
| 12960000 | 1 | 1.0% | |
| 11250000 | 1 | 1.0% | |
| 10350000 | 1 | 1.0% | |
| Other values (27) | 27 | 27.0% |
| Value | Count | Frequency (%) | |
| 0 | 62 | 62.0% | |
| 495000 | 1 | 1.0% | |
| 675000 | 1 | 1.0% | |
| 1350000 | 1 | 1.0% | |
| 1417500 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 51300000 | 1 | 1.0% | |
| 40500000 | 2 | 2.0% | |
| 40230000 | 1 | 1.0% | |
| 36000000 | 1 | 1.0% | |
| 27000000 | 1 | 1.0% |
| Distinct count | 40 |
|---|---|
| Unique (%) | 40.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3985531.666666667 |
|---|---|
| Minimum | 0.0 |
| Maximum | 30600000.0 |
| Zeros | 55 |
| Zeros (%) | 55.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6255000 |
| 95-th percentile | 17642250 |
| Maximum | 30600000 |
| Range | 30600000 |
| Interquartile range (IQR) | 6255000 |
Descriptive statistics
| Standard deviation | 6448127.705 |
|---|---|
| Coefficient of variation (CV) | 1.617883947 |
| Kurtosis | 3.165103381 |
| Mean | 3985531.667 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.869646944 |
| Sum | 398553166.7 |
| Variance | 4.15783509e+13 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 55 | 55.0% | |
| 4500000 | 3 | 3.0% | |
| 3510000 | 2 | 2.0% | |
| 6840000 | 2 | 2.0% | |
| 17100000 | 2 | 2.0% | |
| 16200000 | 2 | 2.0% | |
| 7065000 | 1 | 1.0% | |
| 8400000 | 1 | 1.0% | |
| 21690000 | 1 | 1.0% | |
| 7056000 | 1 | 1.0% | |
| Other values (30) | 30 | 30.0% |
| Value | Count | Frequency (%) | |
| 0 | 55 | 55.0% | |
| 400500 | 1 | 1.0% | |
| 531000 | 1 | 1.0% | |
| 676666.6667 | 1 | 1.0% | |
| 900000 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 30600000 | 1 | 1.0% | |
| 22200000 | 1 | 1.0% | |
| 21690000 | 1 | 1.0% | |
| 20115000 | 1 | 1.0% | |
| 18540000 | 1 | 1.0% |
| Distinct count | 65 |
|---|---|
| Unique (%) | 65.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6126096.904761905 |
|---|---|
| Minimum | 0.0 |
| Maximum | 66150000.0 |
| Zeros | 35 |
| Zeros (%) | 35.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2053750 |
| Q3 | 6268500 |
| 95-th percentile | 28890000 |
| Maximum | 66150000 |
| Range | 66150000 |
| Interquartile range (IQR) | 6268500 |
Descriptive statistics
| Standard deviation | 11389963.38 |
|---|---|
| Coefficient of variation (CV) | 1.859252892 |
| Kurtosis | 11.87837105 |
| Mean | 6126096.905 |
| Median Absolute Deviation (MAD) | 2053750 |
| Skewness | 3.252621697 |
| Sum | 612609690.5 |
| Variance | 1.297312659e+14 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 35 | 35.0% | |
| 7200000 | 2 | 2.0% | |
| 12600000 | 1 | 1.0% | |
| 10597500 | 1 | 1.0% | |
| 990000 | 1 | 1.0% | |
| 600000 | 1 | 1.0% | |
| 26550000 | 1 | 1.0% | |
| 2550000 | 1 | 1.0% | |
| 28800000 | 1 | 1.0% | |
| 2221666.667 | 1 | 1.0% | |
| Other values (55) | 55 | 55.0% |
| Value | Count | Frequency (%) | |
| 0 | 35 | 35.0% | |
| 270000 | 1 | 1.0% | |
| 495000 | 1 | 1.0% | |
| 600000 | 1 | 1.0% | |
| 676666.6667 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 66150000 | 1 | 1.0% | |
| 54000000 | 1 | 1.0% | |
| 49500000 | 1 | 1.0% | |
| 35100000 | 1 | 1.0% | |
| 30600000 | 1 | 1.0% |
| Distinct count | 42 |
|---|---|
| Unique (%) | 42.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4352158.333333334 |
|---|---|
| Minimum | 0.0 |
| Maximum | 57600000.0 |
| Zeros | 58 |
| Zeros (%) | 58.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4983750 |
| 95-th percentile | 18913500 |
| Maximum | 57600000 |
| Range | 57600000 |
| Interquartile range (IQR) | 4983750 |
Descriptive statistics
| Standard deviation | 8769356.979 |
|---|---|
| Coefficient of variation (CV) | 2.014944381 |
| Kurtosis | 14.94744754 |
| Mean | 4352158.333 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.390138912 |
| Sum | 435215833.3 |
| Variance | 7.690162182e+13 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 58 | 58.0% | |
| 900000 | 2 | 2.0% | |
| 6300000 | 1 | 1.0% | |
| 16560000 | 1 | 1.0% | |
| 2250000 | 1 | 1.0% | |
| 2700000 | 1 | 1.0% | |
| 25560000 | 1 | 1.0% | |
| 10350000 | 1 | 1.0% | |
| 18000000 | 1 | 1.0% | |
| 13275000 | 1 | 1.0% | |
| Other values (32) | 32 | 32.0% |
| Value | Count | Frequency (%) | |
| 0 | 58 | 58.0% | |
| 900000 | 2 | 2.0% | |
| 1350000 | 1 | 1.0% | |
| 1380000 | 1 | 1.0% | |
| 1575000 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 57600000 | 1 | 1.0% | |
| 36000000 | 1 | 1.0% | |
| 30510000 | 1 | 1.0% | |
| 25560000 | 1 | 1.0% | |
| 19170000 | 1 | 1.0% |
| Distinct count | 62 |
|---|---|
| Unique (%) | 62.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5267906.439393939 |
|---|---|
| Minimum | 0.0 |
| Maximum | 52540000.0 |
| Zeros | 35 |
| Zeros (%) | 35.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1931250 |
| Q3 | 6836250 |
| 95-th percentile | 20198500 |
| Maximum | 52540000 |
| Range | 52540000 |
| Interquartile range (IQR) | 6836250 |
Descriptive statistics
| Standard deviation | 8598339.632 |
|---|---|
| Coefficient of variation (CV) | 1.63221191 |
| Kurtosis | 10.6062254 |
| Mean | 5267906.439 |
| Median Absolute Deviation (MAD) | 1931250 |
| Skewness | 2.888577917 |
| Sum | 526790643.9 |
| Variance | 7.393144443e+13 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 35 | 35.0% | |
| 4950000 | 2 | 2.0% | |
| 4050000 | 2 | 2.0% | |
| 1950000 | 2 | 2.0% | |
| 2745000 | 2 | 2.0% | |
| 5265000 | 1 | 1.0% | |
| 1620000 | 1 | 1.0% | |
| 8775000 | 1 | 1.0% | |
| 18675000 | 1 | 1.0% | |
| 7410000 | 1 | 1.0% | |
| Other values (52) | 52 | 52.0% |
| Value | Count | Frequency (%) | |
| 0 | 35 | 35.0% | |
| 180000 | 1 | 1.0% | |
| 270000 | 1 | 1.0% | |
| 338333.3333 | 1 | 1.0% | |
| 346666.6667 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 52540000 | 1 | 1.0% | |
| 38115000 | 1 | 1.0% | |
| 27720000 | 1 | 1.0% | |
| 26415000 | 1 | 1.0% | |
| 23400000 | 1 | 1.0% |
| Distinct count | 89 |
|---|---|
| Unique (%) | 89.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7513249999999971 |
|---|---|
| Minimum | -9.840000000000003 |
| Maximum | 10.990000000000023 |
| Zeros | 6 |
| Zeros (%) | 6.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -9.84 |
|---|---|
| 5-th percentile | -5.38 |
| Q1 | -0.555 |
| median | 1.26 |
| Q3 | 3.745 |
| 95-th percentile | 10.1225 |
| Maximum | 10.99 |
| Range | 20.83 |
| Interquartile range (IQR) | 4.3 |
Descriptive statistics
| Standard deviation | 4.326203055 |
|---|---|
| Coefficient of variation (CV) | 2.470245702 |
| Kurtosis | 0.1044280492 |
| Mean | 1.751325 |
| Median Absolute Deviation (MAD) | 2.115 |
| Skewness | 0.2602698289 |
| Sum | 175.1325 |
| Variance | 18.71603287 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 6 | 6.0% | |
| -5.38 | 2 | 2.0% | |
| -1.8 | 2 | 2.0% | |
| -4.6 | 2 | 2.0% | |
| 3.94 | 2 | 2.0% | |
| 10.17 | 2 | 2.0% | |
| 2.72 | 2 | 2.0% | |
| 1.2 | 1 | 1.0% | |
| 4.79 | 1 | 1.0% | |
| 4.25 | 1 | 1.0% | |
| Other values (79) | 79 | 79.0% |
| Value | Count | Frequency (%) | |
| -9.84 | 1 | 1.0% | |
| -7.47 | 1 | 1.0% | |
| -5.82 | 1 | 1.0% | |
| -5.4 | 1 | 1.0% | |
| -5.38 | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| 10.99 | 1 | 1.0% | |
| 10.88 | 1 | 1.0% | |
| 10.35 | 1 | 1.0% | |
| 10.17 | 2 | 2.0% | |
| 10.12 | 1 | 1.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Year | Team | Team Name | Total Transfers (In) | Total Transfers (Out) | Total Spent (In) | Total Earned (Out) | Average Fee (In) | Max Fee Spent | Min Fee Spent | Average Home SPI Score | Average Away SPI Score | Average Season SPI Score | Most Purchased Position | Position Max Spend | Position Min Spend | Average Spent on Goalkeeper | Average Spent on Left-Back | Average Spent on Right-Back | Average Spent on Centre-Back | Average Spent on Defensive Midfielder | Average Spent on Left Winger | Average Spent on Attacking Midfielder | Average Spent on Right Winger | Average Spent on Striker | spi_diffs | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2016 | ARS | Arsenal | 12 | 12 | 101736000.0 | 9320000.0 | 8.478000e+06 | 40500000.0 | 4500000.0 | 82.174211 | 81.785789 | 81.98 | Centre-Back | Defensive Midfielder | Right-Back | 0.0 | 36000.0 | 0.0 | 9900000.0 | 40500000.0 | 0.0 | 0.0 | 0.0 | 7200000.0 | -0.797500 |
| 1 | 2016 | BOU | AFC Bournemouth | 19 | 26 | 36626000.0 | 22941000.0 | 1.927684e+06 | 16200000.0 | 10800000.0 | 60.945789 | 60.804211 | 60.88 | Right Winger | Right Winger | Goalkeeper | 846000.0 | 1620000.0 | 0.0 | 517500.0 | 0.0 | 0.0 | 2105000.0 | 4050000.0 | 1950000.0 | 1.906667 |
| 2 | 2016 | BUR | Burnley | 26 | 25 | 41040000.0 | 1080000.0 | 1.578462e+06 | 13590000.0 | 1080000.0 | 57.487368 | 57.947895 | 57.72 | Attacking Midfielder | Left Winger | Left-Back | 1170000.0 | 0.0 | 0.0 | 0.0 | 5220000.0 | 6795000.0 | 2295000.0 | 2700000.0 | 0.0 | 2.875000 |
| 3 | 2016 | CHE | Chelsea | 27 | 30 | 119520000.0 | 97560000.0 | 4.426667e+06 | 35100000.0 | 54000000.0 | 84.546842 | 84.528421 | 84.54 | Attacking Midfielder | Attacking Midfielder | Striker | 0.0 | 10350000.0 | 0.0 | 6300000.0 | 0.0 | 0.0 | 6444000.0 | 0.0 | 8775000.0 | -0.080000 |
| 4 | 2016 | CRY | Crystal Palace | 22 | 25 | 91170000.0 | 45180000.0 | 4.144091e+06 | 28080000.0 | 26010000.0 | 58.646842 | 58.364737 | 58.51 | Striker | Striker | Centre-Back | 0.0 | 9450000.0 | 0.0 | 4200000.0 | 3397500.0 | 2484000.0 | 0.0 | 14040000.0 | 5814000.0 | 2.775000 |
| 5 | 2016 | EVE | Everton | 18 | 20 | 77310000.0 | 54720000.0 | 4.295000e+06 | 26010000.0 | 50040000.0 | 69.925789 | 70.190526 | 70.06 | Striker | Centre-Back | Striker | 900000.0 | 0.0 | 0.0 | 6300000.0 | 20610000.0 | 11310000.0 | 2550000.0 | 0.0 | 270000.0 | 1.417500 |
| 6 | 2016 | HUL | Hull City | 25 | 16 | 36000000.0 | 26010000.0 | 1.440000e+06 | 13860000.0 | 10800000.0 | 47.560000 | 47.643684 | 47.60 | Striker | Attacking Midfielder | Left Winger | 1845000.0 | 0.0 | 450000.0 | 585000.0 | 0.0 | 2760000.0 | 5220000.0 | 0.0 | 180000.0 | 0.000000 |
| 7 | 2016 | LEI | Leicester City | 17 | 18 | 82440000.0 | 59450000.0 | 4.849412e+06 | 27450000.0 | 32220000.0 | 62.715789 | 62.918947 | 62.82 | Striker | Attacking Midfielder | Goalkeeper | 3150000.0 | 0.0 | 0.0 | 0.0 | 14895000.0 | 0.0 | 1500000.0 | 0.0 | 11250000.0 | 4.192500 |
| 8 | 2016 | LIV | Liverpool | 19 | 19 | 71910000.0 | 76842000.0 | 3.784737e+06 | 37080000.0 | 28080000.0 | 81.343684 | 80.923158 | 81.13 | Goalkeeper | Left Winger | Attacking Midfielder | 1395000.0 | 0.0 | 0.0 | 1500000.0 | 0.0 | 18540000.0 | 8250000.0 | 0.0 | 0.0 | 2.555000 |
| 9 | 2016 | MID | Middlesbrough | 18 | 20 | 43160000.0 | 12150000.0 | 2.397778e+06 | 9450000.0 | 5310000.0 | 52.787368 | 53.230526 | 53.01 | Attacking Midfielder | Attacking Midfielder | Striker | 0.0 | 0.0 | 1500000.0 | 0.0 | 0.0 | 4500000.0 | 4710000.0 | 7430000.0 | 4200000.0 | 0.000000 |
Last rows
| Year | Team | Team Name | Total Transfers (In) | Total Transfers (Out) | Total Spent (In) | Total Earned (Out) | Average Fee (In) | Max Fee Spent | Min Fee Spent | Average Home SPI Score | Average Away SPI Score | Average Season SPI Score | Most Purchased Position | Position Max Spend | Position Min Spend | Average Spent on Goalkeeper | Average Spent on Left-Back | Average Spent on Right-Back | Average Spent on Centre-Back | Average Spent on Defensive Midfielder | Average Spent on Left Winger | Average Spent on Attacking Midfielder | Average Spent on Right Winger | Average Spent on Striker | spi_diffs | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 2020 | LIV | Liverpool | 11 | 10 | 71730000.0 | 37710000.0 | 6.520909e+06 | 40230000.0 | 23400000.0 | 91.363684 | 91.340000 | 91.35 | Attacking Midfielder | Left Winger | Striker | 0.0 | 11700000.0 | 0.0 | 0.0 | 0.0 | 20115000.0 | 4950000.0 | 0.0 | 0.0 | -1.40 |
| 91 | 2020 | MNC | Manchester City | 22 | 20 | 146970000.0 | 55490000.0 | 6.680455e+06 | 61200000.0 | 40500000.0 | 94.160000 | 94.157368 | 94.16 | Centre-Back | Centre-Back | Centre-Back | 0.0 | 0.0 | 3150000.0 | 16995000.0 | 0.0 | 0.0 | 0.0 | 10350000.0 | 7425000.0 | -0.72 |
| 92 | 2020 | MNU | Manchester United | 10 | 8 | 75150000.0 | 13500000.0 | 7.515000e+06 | 35100000.0 | 13500000.0 | 85.456316 | 85.380000 | 85.42 | Right Winger | Attacking Midfielder | Centre-Back | 0.0 | 13500000.0 | 0.0 | 0.0 | 0.0 | 0.0 | 35100000.0 | 13275000.0 | 0.0 | 2.43 |
| 93 | 2020 | NEW | Newcastle | 10 | 12 | 34880000.0 | 248000.0 | 3.488000e+06 | 20030000.0 | 248000.0 | 64.868421 | 64.776842 | 64.82 | Goalkeeper | Striker | Left-Back | 0.0 | 7425000.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 20030000.0 | 0.30 |
| 94 | 2020 | SHU | Sheffield United | 15 | 15 | 56440000.0 | 0.0 | 3.762667e+06 | 23400000.0 | 0.0 | 67.674737 | 67.634211 | 67.65 | Goalkeeper | Striker | Attacking Midfielder | 6150000.0 | 3470000.0 | 3470000.0 | 0.0 | 0.0 | 0.0 | 600000.0 | 2925000.0 | 23400000.0 | -1.80 |
| 95 | 2020 | SOU | Southampton | 16 | 13 | 36270000.0 | 23670000.0 | 2.266875e+06 | 13500000.0 | 14940000.0 | 71.012632 | 71.021053 | 71.02 | Defensive Midfielder | Defensive Midfielder | Right-Back | 0.0 | 0.0 | 5985000.0 | 3600000.0 | 3375000.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.56 |
| 96 | 2020 | TOT | Tottenham Hotspur | 11 | 7 | 88560000.0 | 11970000.0 | 8.050909e+06 | 28800000.0 | 11970000.0 | 78.557368 | 78.525789 | 78.54 | Right-Back | Attacking Midfielder | Right-Back | 0.0 | 13500000.0 | 7560000.0 | 0.0 | 7470000.0 | 0.0 | 28800000.0 | 0.0 | 2700000.0 | -2.33 |
| 97 | 2020 | WBA | West Bromwich Albion | 10 | 12 | 22320000.0 | 6840000.0 | 2.232000e+06 | 12150000.0 | 5850000.0 | 58.420526 | 58.345263 | 58.38 | Right Winger | Left Winger | Left Winger | 495000.0 | 0.0 | 0.0 | 495000.0 | 0.0 | 6075000.0 | 0.0 | 4095000.0 | 0.0 | 4.25 |
| 98 | 2020 | WHU | West Ham United | 9 | 10 | 19980000.0 | 20520000.0 | 2.220000e+06 | 14580000.0 | 12150000.0 | 69.082105 | 68.997368 | 69.04 | Right-Back | Defensive Midfielder | Centre-Back | 0.0 | 0.0 | 2700000.0 | 0.0 | 14580000.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.74 |
| 99 | 2020 | WLV | Wolverhampton | 13 | 15 | 73620000.0 | 72180000.0 | 5.663077e+06 | 36000000.0 | 40230000.0 | 78.464211 | 78.435789 | 78.45 | Striker | Left Winger | Right-Back | 0.0 | 900000.0 | 17910000.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18000000.0 | 1.37 |